GO ML Skills

Pair-programming skills for machine learning engineering at Good Outcomes. Each skill is a self-contained, guided exercise designed to be used with an AI coding agent.

Skills

Skill	What it tests	Needs API key?
calibration-audit	Model confidence calibration, threshold optimization, post-hoc calibration	No
prompt-sensitivity	Prompt robustness, experimental design, LLM classification evaluation	Yes

How to Use

1. Clone this repo
2. Pick a skill and cd into its directory
3. Open it in your editor with your preferred AI coding agent (Claude Code, Codex, Cursor, etc.)
4. Run the starting script and let SKILL.md guide you

Each skill has a README.md with setup instructions and a SKILL.md that your agent will pick up automatically.

Structure

skills/
├── calibration-audit/          # Model calibration & threshold optimization
│   ├── SKILL.md
│   ├── README.md
│   ├── scripts/
│   └── references/
└── prompt-sensitivity/         # LLM prompt robustness testing
    ├── SKILL.md
    ├── README.md
    ├── scripts/
    └── references/